{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torch\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "import torchvision.models as models\n",
    "vgg16_pretrained = models.vgg16(pretrained=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x240 at 0x7F40D8562C18>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open('/home/lsj/Music/1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解码器\n",
    "def decoder(input_channel, output_channel, num=3):\n",
    "    # 避免数量不同\n",
    "    if num == 3:\n",
    "        decoder_body = nn.Sequential(\n",
    "            nn.Conv2d(input_channel, input_channel, 3, padding=1),\n",
    "            nn.Conv2d(input_channel, input_channel, 3, padding=1),\n",
    "            nn.Conv2d(input_channel, output_channel, 3, padding=1))\n",
    "    elif num == 2:\n",
    "        decoder_body = nn.Sequential(\n",
    "            nn.Conv2d(input_channel, input_channel, 3, padding=1),\n",
    "            nn.Conv2d(input_channel, output_channel, 3, padding=1))\n",
    "\n",
    "    return decoder_body"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 编码器基于VGG16\n",
    "\n",
    "class VGG16_segnet(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        super(VGG16_segnet, self).__init__()\n",
    "        # 上采样都是反池化，所以池化操作的索引都要被记录下来\n",
    "        pool_list = [4, 9, 16, 23, 30]# 记录每一个池化层的索引位置\n",
    "        for index in pool_list:\n",
    "            # 最大池化操作记录，等待调节参数false变为true\n",
    "            vgg16_pretrained.features[index].return_indices = True \n",
    "            # 单独挑出池化中的参数return_indices，即所有pooling都可以返回索引值\n",
    "            # 索引值全部在前向传播中用\n",
    "        # encoder根据VGG的前x个的卷积层得到\n",
    "        self.encoder1 = vgg16_pretrained.features[:4]\n",
    "        \n",
    "        self.pool1 = vgg16_pretrained.features[4] \n",
    "\n",
    "        self.encoder2 = vgg16_pretrained.features[5:9]\n",
    "        self.pool2 = vgg16_pretrained.features[9]\n",
    "\n",
    "        self.encoder3 = vgg16_pretrained.features[10:16]\n",
    "        self.pool3 = vgg16_pretrained.features[16]\n",
    "\n",
    "        self.encoder4 = vgg16_pretrained.features[17:23]\n",
    "        self.pool4 = vgg16_pretrained.features[23]\n",
    "\n",
    "        self.encoder5 = vgg16_pretrained.features[24:30]\n",
    "        self.pool5 = vgg16_pretrained.features[30]\n",
    "\n",
    "        self.decoder5 = decoder(512, 512)\n",
    "        self.unpool5 = nn.MaxUnpool2d(2, 2) # 反池化，传参（卷积核与步长）\n",
    "\n",
    "        self.decoder4 = decoder(512, 256)\n",
    "        self.unpool4 = nn.MaxUnpool2d(2, 2)\n",
    "\n",
    "        self.decoder3 = decoder(256, 128)\n",
    "        self.unpool3 = nn.MaxUnpool2d(2, 2)\n",
    "        # 前三个都是默认3个卷积层，后面两个需要加上参数\n",
    "        self.decoder2 = decoder(128, 64, 2)\n",
    "        self.unpool2 = nn.MaxUnpool2d(2, 2)\n",
    "\n",
    "        self.decoder1 = decoder(64, 12, 2)\n",
    "        self.unpool1 = nn.MaxUnpool2d(2, 2)\n",
    "\n",
    "    def forward(self, x):  \n",
    "        print('input_image:', x.size())\n",
    "        encoder1 = self.encoder1(x);print('encoder1:', encoder1.size())\n",
    "        output_size1 = encoder1.size();print('output_size1:', output_size1)\n",
    "        pool1, indices1 = self.pool1(encoder1);print('pool1:', pool1.size());print('indices1:', indices1.size())\n",
    "\n",
    "        encoder2 = self.encoder2(pool1);print('encoder2:', encoder2.size())\n",
    "        output_size2 = encoder2.size();print('output_size2:', output_size2)\n",
    "        pool2, indices2 = self.pool2(encoder2);print('pool2:', pool2.size());print('indices2:', indices2.size())\n",
    "\n",
    "        encoder3 = self.encoder3(pool2);print('encoder3:', encoder3.size())\n",
    "        output_size3 = encoder3.size();print('output_size3:', output_size3)\n",
    "        pool3, indices3 = self.pool3(encoder3);print('pool3:', pool3.size());print('indices3:', indices3.size())\n",
    "\n",
    "        encoder4 = self.encoder4(pool3);print('encoder4:', encoder4.size())\n",
    "        output_size4 = encoder4.size();print('output_size4:', output_size4)\n",
    "        pool4, indices4 = self.pool4(encoder4);print('pool4:', pool4.size());print('indices4:', indices4.size())\n",
    "\n",
    "        encoder5 = self.encoder5(pool4);print('encoder5:', encoder5.size())\n",
    "        output_size5 = encoder5.size();print('output_size5:', output_size5)\n",
    "        pool5, indices5 = self.pool5(encoder5);print('pool5:', pool5.size());print('indices5:', indices5.size())\n",
    "\n",
    "        unpool5 = self.unpool5(input=pool5, indices=indices5, output_size=output_size5);print('unpool5:', unpool5.size())\n",
    "        decoder5 = self.decoder5(unpool5);print('decoder5:', decoder5.size())\n",
    "\n",
    "        unpool4 = self.unpool4(input=decoder5, indices=indices4, output_size=output_size4);print('unpool4:', unpool4.size())\n",
    "        decoder4 = self.decoder4(unpool4);print('decoder4:', decoder4.size())\n",
    "\n",
    "        unpool3 = self.unpool3(input=decoder4, indices=indices3, output_size=output_size3);print('unpool3:', unpool3.size())\n",
    "        decoder3 = self.decoder3(unpool3);print('decoder3:', decoder3.size())\n",
    "\n",
    "        unpool2 = self.unpool2(input=decoder3, indices=indices2, output_size=output_size2);print('unpool2:', unpool2.size())\n",
    "        decoder2 = self.decoder2(unpool2);print('decoder2:', decoder2.size())\n",
    "\n",
    "        unpool1 = self.unpool1(input=decoder2, indices=indices1, output_size=output_size1);print('unpool1:', unpool1.size())\n",
    "        decoder1 = self.decoder1(unpool1);print('decoder1:', decoder1.size())\n",
    "\n",
    "        return decoder1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 352, 480])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image = torch.rand((1, 3, 352, 480))\n",
    "image.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "SegNet = VGG16_segnet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_image: torch.Size([1, 3, 352, 480])\n",
      "encoder1: torch.Size([1, 64, 352, 480])\n",
      "output_size1: torch.Size([1, 64, 352, 480])\n",
      "pool1: torch.Size([1, 64, 176, 240])\n",
      "indices1: torch.Size([1, 64, 176, 240])\n",
      "encoder2: torch.Size([1, 128, 176, 240])\n",
      "output_size2: torch.Size([1, 128, 176, 240])\n",
      "pool2: torch.Size([1, 128, 88, 120])\n",
      "indices2: torch.Size([1, 128, 88, 120])\n",
      "encoder3: torch.Size([1, 256, 88, 120])\n",
      "output_size3: torch.Size([1, 256, 88, 120])\n",
      "pool3: torch.Size([1, 256, 44, 60])\n",
      "indices3: torch.Size([1, 256, 44, 60])\n",
      "encoder4: torch.Size([1, 512, 44, 60])\n",
      "output_size4: torch.Size([1, 512, 44, 60])\n",
      "pool4: torch.Size([1, 512, 22, 30])\n",
      "indices4: torch.Size([1, 512, 22, 30])\n",
      "encoder5: torch.Size([1, 512, 22, 30])\n",
      "output_size5: torch.Size([1, 512, 22, 30])\n",
      "pool5: torch.Size([1, 512, 11, 15])\n",
      "indices5: torch.Size([1, 512, 11, 15])\n",
      "unpool5: torch.Size([1, 512, 22, 30])\n",
      "decoder5: torch.Size([1, 512, 22, 30])\n",
      "unpool4: torch.Size([1, 512, 44, 60])\n",
      "decoder4: torch.Size([1, 256, 44, 60])\n",
      "unpool3: torch.Size([1, 256, 88, 120])\n",
      "decoder3: torch.Size([1, 128, 88, 120])\n",
      "unpool2: torch.Size([1, 128, 176, 240])\n",
      "decoder2: torch.Size([1, 64, 176, 240])\n",
      "unpool1: torch.Size([1, 64, 352, 480])\n",
      "decoder1: torch.Size([1, 12, 352, 480])\n"
     ]
    }
   ],
   "source": [
    "mask = VGG16_segnet(image)"
   ]
  }
 ],
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